{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Memory locality, Rows vs. Columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## The effect of row vs column major layout\n",
    "The way you traverse a 2D array effects speed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "* [numpy arrays](https://docs.scipy.org/doc/numpy/reference/generated/numpy.array.html#numpy-array) are, by default, organized in a row-major order. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "```python\n",
    "a=array([range(1,31)]).reshape([3,10])\n",
    "```\n",
    "<img alt=\"\" src=\"Figures/Row-major-layout.png\" style=\"width:600px\" />"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "* `a[i,j]` and `a[i,j+1]` are placed in consecutive places in memory."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "* `a[i,j]` and `a[i+1,j]` are 10 memory locations apart."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "* This implies that scanning the array row by row is more local than scanning column by column."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "* locality implies speed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-08T21:58:25.982086Z",
     "start_time": "2018-04-08T21:58:25.604934Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "from time import time\n",
    "\n",
    "# create an n by n array\n",
    "n=1000\n",
    "a=ones([n,n])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-08T21:58:26.000530Z",
     "start_time": "2018-04-08T21:58:25.984264Z"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 12.7 ms, sys: 1.66 ms, total: 14.3 ms\n",
      "Wall time: 12.8 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Scan column by column\n",
    "s=0;\n",
    "for i in range(n): s+=sum(a[:,i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-08T21:58:26.014423Z",
     "start_time": "2018-04-08T21:58:26.002920Z"
    },
    "scrolled": true,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 7.53 ms, sys: 4 ms, total: 11.5 ms\n",
      "Wall time: 7.89 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "## Scan row by row\n",
    "s=0;\n",
    "for i in range(n): s+=sum(a[i,:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Some experiments with row vs column scanning\n",
    "We want to see how the run time of these two code snippets varies as `n`, the size of the array, is changed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-08T21:58:26.034830Z",
     "start_time": "2018-04-08T21:58:26.016206Z"
    },
    "code_folding": [
     6
    ],
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "def sample_run_times(T,k=10):\n",
    "    \"\"\" compare the time to sum an array row by row vs column by column\n",
    "        T: the sizes of the matrix, [10**e for e in T] \n",
    "        k: the number of repetitions of each experiment\n",
    "    \"\"\"\n",
    "    all_times=[]\n",
    "    for e in T:\n",
    "        n=int(10**e)\n",
    "        #print('\\r',n)\n",
    "        a=np.ones([n,n])\n",
    "        times=[]\n",
    "\n",
    "        for i in range(k):    \n",
    "            t0=time()\n",
    "            s=0;\n",
    "            for i in range(n):\n",
    "                s+=sum(a[:,i])\n",
    "            t1=time()\n",
    "            s=0;\n",
    "            for i in range(n):\n",
    "                s+=sum(a[i,:])\n",
    "            t2=time()\n",
    "            times.append({'row minor':t1-t0,'row major':t2-t1})\n",
    "        all_times.append({'n':n,'times':times})\n",
    "    return all_times\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-08T21:58:26.044080Z",
     "start_time": "2018-04-08T21:58:26.036473Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'n': 10,\n",
       "  'times': [{'row major': 3.1948089599609375e-05,\n",
       "    'row minor': 5.698204040527344e-05}]},\n",
       " {'n': 100,\n",
       "  'times': [{'row major': 0.0005230903625488281,\n",
       "    'row minor': 0.00038886070251464844}]}]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#example run\n",
    "sample_run_times([1,2],k=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the ratio between run times as function of n\n",
    "Here we have small steps between consecutive values of `n` and only one measurement for each (`k=1`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-08T21:58:31.037669Z",
     "start_time": "2018-04-08T21:58:26.047004Z"
    },
    "hide_input": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111476b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_times=sample_run_times(np.arange(1.5,3.01,0.001),k=1)\n",
    "\n",
    "n_list=[a['n'] for a in all_times]\n",
    "ratios=[a['times'][0]['row minor']/a['times'][0]['row major'] for a in all_times]\n",
    "\n",
    "figure(figsize=(15,10))\n",
    "plot(n_list,ratios)\n",
    "grid()\n",
    "xlabel('size of matrix')\n",
    "ylabel('ratio or running times')\n",
    "title('time ratio as a function of size of array');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Conclusions\n",
    "* Traversing a numpy array column by column takes more than row by row.\n",
    "* The effect increasese proportionally to the number of elements in the array (square of the number of rows or columns).\n",
    "* Run time has large fluctuations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "* See you next time."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "### Next, we want to quantify the random fluctuations\n",
    "and see what is their source"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-08T21:59:06.345476Z",
     "start_time": "2018-04-08T21:58:31.039431Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "k=100\n",
    "all_times=sample_run_times(np.arange(1,3.001,0.01),k=k)\n",
    "_n=[]\n",
    "_row_major_mean=[]\n",
    "_row_major_std=[]\n",
    "_row_major_std=[]\n",
    "_row_minor_mean=[]\n",
    "_row_minor_std=[]\n",
    "_row_minor_min=[]\n",
    "_row_minor_max=[]\n",
    "_row_major_min=[]\n",
    "_row_major_max=[]\n",
    "\n",
    "for times in all_times:\n",
    "    _n.append(times['n'])\n",
    "    row_major=[a['row major'] for a in times['times']]\n",
    "    row_minor=[a['row minor'] for a in times['times']]\n",
    "    _row_major_mean.append(np.mean(row_major))\n",
    "    _row_major_std.append(np.std(row_major))\n",
    "    _row_major_min.append(np.min(row_major))\n",
    "    _row_major_max.append(np.max(row_major))\n",
    "\n",
    "    _row_minor_mean.append(np.mean(row_minor))\n",
    "    _row_minor_std.append(np.std(row_minor))\n",
    "    _row_minor_min.append(np.min(row_minor))\n",
    "    _row_minor_max.append(np.max(row_minor))\n",
    "\n",
    "_row_major_mean=np.array(_row_major_mean)\n",
    "_row_major_std=np.array(_row_major_std)\n",
    "_row_minor_mean=np.array(_row_minor_mean)\n",
    "_row_minor_std=np.array(_row_minor_std)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-08T21:59:06.801486Z",
     "start_time": "2018-04-08T21:59:06.347790Z"
    },
    "hide_input": false,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10da2e9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(20,13))\n",
    "plot(_n,_row_major_mean,'o',label='row major mean')\n",
    "plot(_n,_row_major_mean-_row_major_std,'x',label='row major mean-std')\n",
    "plot(_n,_row_major_mean+_row_major_std,'x',label='row major mean+std')\n",
    "plot(_n,_row_major_min,label='row major min among %d'%k)\n",
    "plot(_n,_row_major_max,label='row major max among %d'%k)\n",
    "plot(_n,_row_minor_mean,'o',label='row minor mean')\n",
    "plot(_n,_row_minor_mean-_row_minor_std,'x',label='row minor mean-std')\n",
    "plot(_n,_row_minor_mean+_row_minor_std,'x',label='row minor mean+std')\n",
    "plot(_n,_row_minor_min,label='row minor min among %d'%k)\n",
    "plot(_n,_row_minor_max,label='row minor max among %d'%k)\n",
    "xlabel('size of matrix')\n",
    "ylabel('running time')\n",
    "legend()\n",
    "grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "### Summary\n",
    "\n",
    "1. Scan by column is slower than scan by row and the difference increases with the size.\n",
    "2. scan by row increases linearly and has very little random fluctuations.\n",
    "3. Scan by column increases linearly with one constant until about `n=430` and then increases with a higher constant.\n",
    "4. Scan by column has large fluctatuations around the mean."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "celltoolbar": "Slideshow",
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {
    "height": "190px",
    "width": "252px"
   },
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": "block",
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
